MCP & AI Agent Integration

Linguapop
automation.

12 AI agent actions for Linguapop — callable from any MCP-compatible runtime, Claude, Cursor, or Cerebral OS workflow. Use Linguapop to automate business processes and connect tools in your stack. Full governance, audit trail, and dry-run safety on every execution.

No credit card required
Live in production environments
<200ms median execution
Dry-run before production
Execution trace
live
12
actions
100%
governed
<200ms
latency
12
AI agent actions
6
Read operations
6
Write operations
0
High-risk actions (approval gated)
Business Tools Linguapop is a Business Tools integration — use it to automate business operations and workflow automation from any AI agent or MCP-compatible runtime.
Actions

What you can do
with Linguapop.

Every action below is available as an MCP tool and a verb in Cerebral OS — callable from any AI agent, Claude, Cursor, Windsurf, or your own runtime via the BYOA API. All executions are governed, audited, and dry-run safe.

Get Lesson
linguapop:get_lesson
Fetch a single lesson with content, exercises, and optional user progress.
Read Low risk
Get Progress
linguapop:get_progress
Get comprehensive learning progress and statistics for a user.
Read Low risk
Get User
linguapop:get_user
Fetch a single user's profile and learning progress.
Read Low risk
Get Vocabulary
linguapop:get_vocabulary
Get user's vocabulary words with learning progress and mastery levels.
Read Low risk
List Lessons
linguapop:list_lessons
List lessons with optional filtering and user progress.
Read Low risk
List Users
linguapop:list_users
List users with optional filtering and pagination.
Read Low risk
Add Vocabulary
linguapop:add_vocabulary
Add a new vocabulary word to user's learning list.
Write Medium risk
Complete Lesson
linguapop:complete_lesson
Complete a lesson session and record final results.
Write Medium risk
Create User
linguapop:create_user
Create a new user account with language preferences.
Write Medium risk
Start Lesson
linguapop:start_lesson
Start a lesson for a user and track the session.
Write Medium risk
Submit Exercise
linguapop:submit_exercise
Submit an exercise answer and get immediate feedback with scoring.
Write Medium risk
Update User
linguapop:update_user
Update user profile information and language preferences.
Write Medium risk
MCP & Runtime API

Call Linguapop
from any AI agent.

Any AI agent — Claude, Cursor, LangChain, AutoGen, or your own — can call Linguapop actions through the Cerebral OS Runtime API. Governance, credentials, and audit trail fire automatically.

linguapop:get_lesson READ
# Call via Runtime API
curl
-X POST \
  "https://api.cerebralos.com/v1/runtime/actions/run"
  -H "X-API-Key: YOUR_KEY" \
  -d '{
    "verb": "linguapop:get_lesson",
    "args": {},
    "execution_id": "agent-001"
  }'
linguapop:add_vocabulary WRITE
# Dry-run first — no production risk
curl
-X POST \
  "https://api.cerebralos.com/v1/runtime/actions/run"
  -H "X-API-Key: YOUR_KEY" \
  -d '{
    "verb": "linguapop:add_vocabulary",
    "args": {},
    "execution_id": "agent-001",
    "metadata": {"dryRun": true}
  }'
Get your Runtime API key at app.cerebralos.com/signup — 1,000 free executions, no credit card required.
AI agent examples

What your AI agent
can do with Linguapop.

Real patterns your AI agent can execute via MCP or the Runtime API. Every action governed, dry-run safe, and fully audited.

Trigger
AI agent needs Linguapop data
Call linguapop:get_lesson via MCP or Runtime API
AI processes result and takes next action
Full execution logged to audit trail automatically
Trigger
Workflow needs to write to Linguapop
Dry-run validates linguapop:add_vocabulary before execution
Approval gate fires if risk level is high
Action executes with full governance — logged, audited, reversible
Trigger
Event in Linguapop
Process with AI agent
Take governed action
Log to audit trail
How it works

Every Linguapop action
governed end-to-end.

Cerebral OS isn't a connector. It's the execution layer that sits in front of Linguapop — adding governance, dry-run safety, and a full audit trail to every operation.

Governance first
Every verb carries a risk classification. High-risk writes require explicit approval gates before they execute in production.
Dry-run safe
Simulate any Linguapop action before it touches production. See exactly what would happen before a single real call is made.
Immutable audit trail
Every Linguapop action is logged — what ran, what changed, who approved it, when it happened. Full history on every verb, forever.
Connect with

Linguapop works best
alongside these.

Build multi-step workflows that connect Linguapop to the rest of your stack. All governed. All audited.

Linguapop integration

Start free.
No credit card required.

Start free with 1,000 runs — no credit card required. Connect Linguapop in minutes, dry-run every action before it touches production, full audit trail on everything.

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